Analysis of Tongue Muscle Strain During Speech From Multimodal Magnetic Resonance Imaging.


Journal

Journal of speech, language, and hearing research : JSLHR
ISSN: 1558-9102
Titre abrégé: J Speech Lang Hear Res
Pays: United States
ID NLM: 9705610

Informations de publication

Date de publication:
13 02 2023
Historique:
pubmed: 31 1 2023
medline: 16 2 2023
entrez: 30 1 2023
Statut: ppublish

Résumé

Muscle groups within the tongue in healthy and diseased populations show different behaviors during speech. Visualizing and quantifying strain patterns of these muscle groups during tongue motion can provide insights into tongue motor control and adaptive behaviors of a patient. We present a pipeline to estimate the strain along the muscle fiber directions in the deforming tongue during speech production. A deep convolutional network estimates the crossing muscle fiber directions in the tongue using diffusion-weighted magnetic resonance imaging (MRI) data acquired at rest. A phase-based registration algorithm is used to estimate motion of the tongue muscles from tagged MRI acquired during speech. After transforming both muscle fiber directions and motion fields into a common atlas space, strain tensors are computed and projected onto the muscle fiber directions, forming so-called strains in the line of actions (SLAs) throughout the tongue. SLAs are then averaged over individual muscles that have been manually labeled in the atlas space using high-resolution T2-weighted MRI. Data were acquired, and this pipeline was run on a cohort of eight healthy controls and two glossectomy patients. The crossing muscle fibers reconstructed by the deep network show orthogonal patterns. The strain analysis results demonstrate consistency of muscle behaviors among some healthy controls during speech production. The patients show irregular muscle patterns, and their tongue muscles tend to show more extension than the healthy controls. The study showed visual evidence of correlation between two muscle groups during speech production. Patients tend to have different strain patterns compared to the controls. Analysis of variations in muscle strains can potentially help develop treatment strategies in oral diseases. https://doi.org/10.23641/asha.21957011.

Identifiants

pubmed: 36716389
doi: 10.1044/2022_JSLHR-22-00329
pmc: PMC10023187
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

513-526

Subventions

Organisme : NIDCD NIH HHS
ID : R01 DC014717
Pays : United States
Organisme : NIDCD NIH HHS
ID : R01 DC018511
Pays : United States

Références

Magn Reson Med. 1993 Aug;30(2):191-200
pubmed: 8366800
J Speech Lang Hear Res. 2016 Jun 1;59(3):468-79
pubmed: 27295428
J Magn Reson Imaging. 2007 Sep;26(3):654-61
pubmed: 17685446
Biol Cybern. 1997 Jul;77(1):11-22
pubmed: 9309860
Radiology. 1988 Oct;169(1):59-63
pubmed: 3420283
IEEE Trans Med Imaging. 2017 Oct;36(10):2116-2128
pubmed: 28692967
J Oral Maxillofac Surg. 2004 Mar;62(3):298-303
pubmed: 15015161
J Neurophysiol. 2009 Jan;101(1):276-82
pubmed: 18987117
IEEE Trans Med Imaging. 2012 Feb;31(2):326-40
pubmed: 21937342
Neuroimage. 2007 May 1;35(4):1459-72
pubmed: 17379540
Proc SPIE Int Soc Opt Eng. 2018 Feb;10574:
pubmed: 29706684
J Acoust Soc Am. 2009 Oct;126(4):2033-51
pubmed: 19813813
Comput Methods Biomech Biomed Eng Imaging Vis. 2018;6(5):499-507
pubmed: 30135746
Med Phys. 2019 Jul;46(7):3101-3116
pubmed: 31009085
Acta Otolaryngol. 2014 Oct;134(10):1086-93
pubmed: 25131390
J Oral Surg. 1980 May;38(5):348-54
pubmed: 6928933
J Oral Maxillofac Surg. 2002 Apr;60(4):404-7
pubmed: 11928097
Muscle Nerve. 2013 Aug;48(2):296-8
pubmed: 23813640
Magn Reson Med. 2021 Aug;86(2):725-737
pubmed: 33665929
J Acoust Soc Am. 2007 Jan;121(1):491-504
pubmed: 17297803
J Speech Lang Hear Res. 2019 Jul 15;62(7):2258-2269
pubmed: 31265364
J Magn Reson Imaging. 2019 Jul;50(1):96-105
pubmed: 30648339
Magn Reson Med. 2002 Oct;48(4):577-82
pubmed: 12353272
J Speech Lang Hear Res. 2014 Jun 1;57(3):707-17
pubmed: 24023377
Crit Rev Oral Biol Med. 2003;14(6):413-29
pubmed: 14656897
J Acoust Soc Am. 2019 May;145(5):EL423
pubmed: 31153323
J Speech Lang Hear Res. 2001 Feb;44(1):95-107
pubmed: 11218113
IEEE Trans Biomed Eng. 2012 Dec;59(12):3511-24
pubmed: 23033324
Comput Methods Biomech Biomed Eng Imaging Vis. 2015;3(1):47-60
pubmed: 26082883
Med Image Anal. 2008 Feb;12(1):26-41
pubmed: 17659998
Comput Methods Biomech Biomed Engin. 2020 Jun;23(8):312-322
pubmed: 32031425
Magn Reson Imaging. 2019 Oct;62:228-241
pubmed: 31319127
Neuroimage. 2011 Feb 1;54(3):2033-44
pubmed: 20851191

Auteurs

Muhan Shao (M)

Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD.

Fangxu Xing (F)

Gordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston.

Aaron Carass (A)

Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD.

Xiao Liang (X)

Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore.

Jiachen Zhuo (J)

Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore.

Maureen Stone (M)

Department of Neural and Pain Sciences and Department of Orthodontics, University of Maryland School of Dentistry, Baltimore.

Jonghye Woo (J)

Gordon Center for Medical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston.

Jerry L Prince (JL)

Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD.

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